{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Torch Adam - Constrained Optimization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import optiland.backend as be\n",
    "from optiland import optic, optimization\n",
    "\n",
    "be.set_backend(\"torch\")  # Set the backend to PyTorch\n",
    "be.grad_mode.enable()  # Enable gradient tracking"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define a starting lens:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lens = optic.Optic()\n",
    "\n",
    "# add surfaces\n",
    "lens.add_surface(index=0, thickness=be.inf)\n",
    "lens.add_surface(index=1, thickness=7, radius=15, material=\"N-BK7\", is_stop=True)\n",
    "lens.add_surface(index=2, thickness=30, radius=-1000)\n",
    "lens.add_surface(index=3)\n",
    "\n",
    "# set aperture\n",
    "lens.set_aperture(aperture_type=\"EPD\", value=15)\n",
    "\n",
    "# add field\n",
    "lens.set_field_type(field_type=\"angle\")\n",
    "lens.add_field(y=0)\n",
    "lens.add_field(y=5)\n",
    "lens.add_field(y=10)\n",
    "\n",
    "# add wavelength\n",
    "lens.add_wavelength(value=0.45, is_primary=True)\n",
    "\n",
    "# draw lens\n",
    "_ = lens.draw(num_rays=5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define optimization problem:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "problem = optimization.OptimizationProblem()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add operands (targets for optimization):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 1. add focal length operand\n",
    "input_data = {\"optic\": lens}\n",
    "problem.add_operand(operand_type=\"f2\", target=50, weight=1, input_data=input_data)\n",
    "\n",
    "# 2. add RMS spot size operand\n",
    "input_data = {\n",
    "    \"optic\": lens,\n",
    "    \"surface_number\": -1,\n",
    "    \"Hx\": 0,\n",
    "    \"Hy\": 0,\n",
    "    \"num_rays\": 5,\n",
    "    \"wavelength\": 0.55,\n",
    "    \"distribution\": \"hexapolar\",\n",
    "}\n",
    "\n",
    "problem.add_operand(\n",
    "    operand_type=\"rms_spot_size\",\n",
    "    target=0,\n",
    "    weight=1,\n",
    "    input_data=input_data,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define variables - constrain radius 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "problem.add_variable(lens, \"radius\", surface_number=1, min_val=10, max_val=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let thickness to image plane vary."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "problem.add_variable(lens, \"thickness\", surface_number=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check initial merit function value and system properties:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "╒════╤════════════════════════╤═══════════════════╕\n",
      "│    │   Merit Function Value │   Improvement (%) │\n",
      "╞════╪════════════════════════╪═══════════════════╡\n",
      "│  0 │                478.315 │                 0 │\n",
      "╘════╧════════════════════════╧═══════════════════╛\n",
      "╒════╤════════════════╤══════════╤══════════════╤══════════════╤══════════╤═════════╤═════════╤════════════════╕\n",
      "│    │ Operand Type   │   Target │ Min. Bound   │ Max. Bound   │   Weight │   Value │   Delta │   Contrib. [%] │\n",
      "╞════╪════════════════╪══════════╪══════════════╪══════════════╪══════════╪═════════╪═════════╪════════════════╡\n",
      "│  0 │ f2             │       50 │              │              │        1 │  28.199 │ -21.801 │          99.37 │\n",
      "│  1 │ rms spot size  │        0 │              │              │        1 │   1.742 │   1.742 │           0.63 │\n",
      "╘════╧════════════════╧══════════╧══════════════╧══════════════╧══════════╧═════════╧═════════╧════════════════╛\n",
      "╒════╤═════════════════╤═══════════╤═════════╤══════════════╤══════════════╕\n",
      "│    │ Variable Type   │   Surface │   Value │   Min. Bound │   Max. Bound │\n",
      "╞════╪═════════════════╪═══════════╪═════════╪══════════════╪══════════════╡\n",
      "│  0 │ radius          │         1 │      15 │           10 │           30 │\n",
      "│  1 │ thickness       │         2 │      30 │          nan │          nan │\n",
      "╘════╧═════════════════╧═══════════╧═════════╧══════════════╧══════════════╛\n"
     ]
    }
   ],
   "source": [
    "problem.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Define optimizer:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = optimization.TorchAdamOptimizer(problem)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Run optimization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  Step 0001/100, Loss: 478.315308\n",
      "  Step 0011/100, Loss: 124.923775\n",
      "  Step 0021/100, Loss: 185.888733\n",
      "  Step 0031/100, Loss: 257.354340\n",
      "  Step 0041/100, Loss: 209.178726\n",
      "  Step 0051/100, Loss: 205.711151\n",
      "  Step 0061/100, Loss: 223.519455\n",
      "  Step 0071/100, Loss: 217.703644\n",
      "  Step 0081/100, Loss: 213.703568\n",
      "  Step 0091/100, Loss: 216.955887\n",
      "  Step 0100/100, Loss: 217.338837\n"
     ]
    }
   ],
   "source": [
    "res = optimizer.optimize(n_steps=100, lr=1e-2, gamma=0.99, disp=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Print merit function value and system properties after optimization:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "╒════╤════════════════════════╤═══════════════════╕\n",
      "│    │   Merit Function Value │   Improvement (%) │\n",
      "╞════╪════════════════════════╪═══════════════════╡\n",
      "│  0 │                217.209 │                 0 │\n",
      "╘════╧════════════════════════╧═══════════════════╛\n",
      "╒════╤════════════════╤══════════╤══════════════╤══════════════╤══════════╤═════════╤═════════╤════════════════╕\n",
      "│    │ Operand Type   │   Target │ Min. Bound   │ Max. Bound   │   Weight │   Value │   Delta │   Contrib. [%] │\n",
      "╞════╪════════════════╪══════════╪══════════════╪══════════════╪══════════╪═════════╪═════════╪════════════════╡\n",
      "│  0 │ f2             │       50 │              │              │        1 │  35.262 │ -14.738 │            100 │\n",
      "│  1 │ rms spot size  │        0 │              │              │        1 │   0.078 │   0.078 │              0 │\n",
      "╘════╧════════════════╧══════════╧══════════════╧══════════════╧══════════╧═════════╧═════════╧════════════════╛\n",
      "╒════╤═════════════════╤═══════════╤═════════╤══════════════╤══════════════╕\n",
      "│    │ Variable Type   │   Surface │   Value │   Min. Bound │   Max. Bound │\n",
      "╞════╪═════════════════╪═══════════╪═════════╪══════════════╪══════════════╡\n",
      "│  0 │ radius          │         1 │ 18.828  │           10 │           30 │\n",
      "│  1 │ thickness       │         2 │ 29.8513 │          nan │          nan │\n",
      "╘════╧═════════════════╧═══════════╧═════════╧══════════════╧══════════════╛\n"
     ]
    }
   ],
   "source": [
    "problem.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Draw final lens:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = lens.draw(num_rays=5)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "optiland (3.13.2)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
